Public leaderboard

Public assessment

lyrenth/lyrenth-mcp (lyrenth-mcp)

lyrenth-mcp · v0.1.4 · scanned

What changed in the harness

Selection accuracy 60→52, token cost up 3%, unconfirmed writes 0%→0%.

Category breakdown

Where the score comes from.

Earned points across the four signals Gradable measures. Safety and Legibility are scored out of 30; Economics and Discoverability are scored out of 20.

01Safety

0.0 / 30

0.0 out of 30
02Legibility

22.2 / 30

22.2 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

11.6 / 20

11.6 out of 20

Highest-impact fix

Estimated gain +30 points

Add explicit identity and permission preflight tools

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

Description evidence

Defects and rewrites.

1 defect found across the exposed tool descriptions. Suggested rewrites make purpose, inputs, boundaries, and returns easier for an agent to understand.

Tool Defect types Suggested rewrite
read_urls
no_return_description
Read several public web pages in one batch call. Up to 20 URLs, faster than calling read_url repeatedly. Use it to compare or summarize multiple pages at once. Returns an array of AIDocuments, one per input URL, in the same order: each is Markdown plus title, description, and structure, with navigation and boilerplate stripped; a URL that fails to load is reported as an individual error entry in that slot instead of blocking the rest of the batch. Powered by Lyrenth.

Selection evidence

Confusable tool pairs.

1 pair where similar names or overlapping descriptions may send an agent toward the wrong tool.

Tool A Tool B Confidence Why they collide
read_url read_urls medium A task like 'read these web pages and summarize them' could involve either a single URL or a short list, and an agent might call read_url in a loop instead of batching with read_urls, or pick read_urls for a single-URL task out of habit; both share nearly identical descriptions and schemas differing only by singular/plural URL parameter.

Compare the field

One score is useful.
The evidence makes it actionable.

Back to the leaderboard